Ride-hailing platforms in Latin America serve a broad range of daily travel needs, from early morning trips to late-night journeys. Understanding when men and women most frequently use these services helps providers better allocate driver supply, manage surge pricing, and design targeted promotions. For ride-hailing companies, aligning operational capacity with peak demand windows directly improves service reliability and rider satisfaction across urban markets.